Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	328.3 KiB
Average record size in memory	168.1 B

Variable types

Numeric	14
Categorical	7

Alerts

`fc` is highly overall correlated with `pc`	High correlation
`four_g` is highly overall correlated with `three_g`	High correlation
`pc` is highly overall correlated with `fc`	High correlation
`price_range` is highly overall correlated with `ram`	High correlation
`ram` is highly overall correlated with `price_range`	High correlation
`three_g` is highly overall correlated with `four_g`	High correlation
`price_range` is uniformly distributed	Uniform
`fc` has 474 (23.7%) zeros	Zeros
`pc` has 101 (5.1%) zeros	Zeros
`sc_w` has 180 (9.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-20 16:22:27.933674
Analysis finished	2024-04-20 16:22:37.636890
Duration	9.7 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

battery_power
Real number (ℝ)

Distinct	1094
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1238.5185

Minimum	501
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	501
5-th percentile	570.95
Q1	851.75
median	1226
Q3	1615.25
95-th percentile	1930.15
Maximum	1998
Range	1497
Interquartile range (IQR)	763.5

Descriptive statistics

Standard deviation	439.41821
Coefficient of variation (CV)	0.35479341
Kurtosis	-1.2241439
Mean	1238.5185
Median Absolute Deviation (MAD)	382
Skewness	0.031898472
Sum	2477037
Variance	193088.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1872	6	0.3%
618	6	0.3%
1589	6	0.3%
1715	5	0.2%
1807	5	0.2%
1310	5	0.2%
1083	5	0.2%
1512	5	0.2%
1379	5	0.2%
1949	5	0.2%
Other values (1084)	1947	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
501	2	0.1%
502	2	0.1%
503	3	0.1%
504	5	0.2%
506	1	0.1%
507	2	0.1%
508	3	0.1%
509	1	0.1%
510	3	0.1%
511	4	0.2%

Value	Count	Frequency (%)
1998	1	0.1%
1997	1	0.1%
1996	2	0.1%
1995	2	0.1%
1994	3	0.1%
1993	1	0.1%
1992	2	0.1%
1991	4	0.2%
1989	2	0.1%
1988	1	0.1%

blue
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

0	1010
1	990

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

Most occurring characters

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1010	50.5%
1	990	49.5%

clock_speed
Real number (ℝ)

Distinct	26
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.52225

Minimum	0.5
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.5
Q1	0.7
median	1.5
Q3	2.2
95-th percentile	2.8
Maximum	3
Range	2.5
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	0.81600421
Coefficient of variation (CV)	0.53605138
Kurtosis	-1.3234172
Mean	1.52225
Median Absolute Deviation (MAD)	0.8
Skewness	0.17808412
Sum	3044.5
Variance	0.66586287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.5	413	20.6%
2.8	85	4.2%
2.3	78	3.9%
2.1	76	3.8%
1.6	76	3.8%
2.5	74	3.7%
0.6	74	3.7%
1.4	70	3.5%
1.3	68	3.4%
1.5	67	3.4%
Other values (16)	919	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	413	20.6%
0.6	74	3.7%
0.7	64	3.2%
0.8	58	2.9%
0.9	58	2.9%
1	61	3.0%
1.1	51	2.5%
1.2	56	2.8%
1.3	68	3.4%
1.4	70	3.5%

Value	Count	Frequency (%)
3	28	1.4%
2.9	62	3.1%
2.8	85	4.2%
2.7	55	2.8%
2.6	55	2.8%
2.5	74	3.7%
2.4	58	2.9%
2.3	78	3.9%
2.2	59	2.9%
2.1	76	3.8%

dual_sim
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1019
0	981

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

Most occurring characters

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1019	50.9%
0	981	49.0%

fc
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3095

Minimum	0
Maximum	19
Zeros	474
Zeros (%)	23.7%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	13
Maximum	19
Range	19
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.3414437
Coefficient of variation (CV)	1.0074124
Kurtosis	0.27707632
Mean	4.3095
Median Absolute Deviation (MAD)	3
Skewness	1.0198114
Sum	8619
Variance	18.848134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	474	23.7%
1	245	12.2%
2	189	9.4%
3	170	8.5%
5	139	7.0%
4	133	6.7%
6	112	5.6%
7	100	5.0%
9	78	3.9%
8	77	3.9%
Other values (10)	283	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	474	23.7%
1	245	12.2%
2	189	9.4%
3	170	8.5%
4	133	6.7%
5	139	7.0%
6	112	5.6%
7	100	5.0%
8	77	3.9%
9	78	3.9%

Value	Count	Frequency (%)
19	1	0.1%
18	11	0.5%
17	6	0.3%
16	24	1.2%
15	23	1.1%
14	20	1.0%
13	40	2.0%
12	45	2.2%
11	51	2.5%
10	62	3.1%

four_g
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1043
0	957

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

Most occurring characters

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1043	52.1%
0	957	47.9%

int_memory
Real number (ℝ)

Distinct	63
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.0465

Minimum	2
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	5
Q1	16
median	32
Q3	48
95-th percentile	61
Maximum	64
Range	62
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.145715
Coefficient of variation (CV)	0.56623079
Kurtosis	-1.216074
Mean	32.0465
Median Absolute Deviation (MAD)	16
Skewness	0.057889328
Sum	64093
Variance	329.26697
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	47	2.4%
16	45	2.2%
14	45	2.2%
57	42	2.1%
2	42	2.1%
42	40	2.0%
7	40	2.0%
44	39	1.9%
30	39	1.9%
6	37	1.8%
Other values (53)	1584	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	42	2.1%
3	25	1.2%
4	20	1.0%
5	36	1.8%
6	37	1.8%
7	40	2.0%
8	37	1.8%
9	35	1.8%
10	36	1.8%
11	34	1.7%

Value	Count	Frequency (%)
64	31	1.6%
63	30	1.5%
62	21	1.1%
61	27	1.4%
60	27	1.4%
59	18	0.9%
58	36	1.8%
57	42	2.1%
56	27	1.4%
55	29	1.5%

m_dep
Real number (ℝ)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50175

Minimum	0.1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.2
median	0.5
Q3	0.8
95-th percentile	1
Maximum	1
Range	0.9
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.28841555
Coefficient of variation (CV)	0.57481923
Kurtosis	-1.2743489
Mean	0.50175
Median Absolute Deviation (MAD)	0.3
Skewness	0.08908201
Sum	1003.5
Variance	0.083183529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1	320	16.0%
0.2	213	10.7%
0.8	208	10.4%
0.5	205	10.2%
0.7	200	10.0%
0.3	199	10.0%
0.9	195	9.8%
0.6	186	9.3%
0.4	168	8.4%
1	106	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	320	16.0%
0.2	213	10.7%
0.3	199	10.0%
0.4	168	8.4%
0.5	205	10.2%
0.6	186	9.3%
0.7	200	10.0%
0.8	208	10.4%
0.9	195	9.8%
1	106	5.3%

Value	Count	Frequency (%)
1	106	5.3%
0.9	195	9.8%
0.8	208	10.4%
0.7	200	10.0%
0.6	186	9.3%
0.5	205	10.2%
0.4	168	8.4%
0.3	199	10.0%
0.2	213	10.7%
0.1	320	16.0%

mobile_wt
Real number (ℝ)

Distinct	121
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.249

Minimum	80
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	80
5-th percentile	86
Q1	109
median	141
Q3	170
95-th percentile	196
Maximum	200
Range	120
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	35.399655
Coefficient of variation (CV)	0.25240576
Kurtosis	-1.2103765
Mean	140.249
Median Absolute Deviation (MAD)	31
Skewness	0.0065581574
Sum	280498
Variance	1253.1356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
182	28	1.4%
101	27	1.4%
185	27	1.4%
146	26	1.3%
199	26	1.3%
88	25	1.2%
198	25	1.2%
105	25	1.2%
89	24	1.2%
131	23	1.1%
Other values (111)	1744	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
80	21	1.1%
81	13	0.7%
82	15	0.8%
83	19	0.9%
84	17	0.9%
85	13	0.7%
86	19	0.9%
87	15	0.8%
88	25	1.2%
89	24	1.2%

Value	Count	Frequency (%)
200	19	0.9%
199	26	1.3%
198	25	1.2%
197	19	0.9%
196	20	1.0%
195	11	0.5%
194	16	0.8%
193	15	0.8%
192	15	0.8%
191	15	0.8%

n_cores
Real number (ℝ)

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5205

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	7
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.2878367
Coefficient of variation (CV)	0.50610258
Kurtosis	-1.2297498
Mean	4.5205
Median Absolute Deviation (MAD)	2
Skewness	0.0036275083
Sum	9041
Variance	5.2341968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	274	13.7%
7	259	13.0%
8	256	12.8%
2	247	12.3%
3	246	12.3%
5	246	12.3%
1	242	12.1%
6	230	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	242	12.1%
2	247	12.3%
3	246	12.3%
4	274	13.7%
5	246	12.3%
6	230	11.5%
7	259	13.0%
8	256	12.8%

Value	Count	Frequency (%)
8	256	12.8%
7	259	13.0%
6	230	11.5%
5	246	12.3%
4	274	13.7%
3	246	12.3%
2	247	12.3%
1	242	12.1%

pc
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9165

Minimum	0
Maximum	20
Zeros	101
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	10
Q3	15
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.0643149
Coefficient of variation (CV)	0.61153784
Kurtosis	-1.1714988
Mean	9.9165
Median Absolute Deviation (MAD)	5
Skewness	0.01730615
Sum	19833
Variance	36.775916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
10	122	6.1%
7	119	5.9%
9	112	5.6%
20	110	5.5%
1	104	5.2%
14	104	5.2%
0	101	5.1%
2	99	5.0%
17	99	5.0%
6	95	4.8%
Other values (11)	935	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	101	5.1%
1	104	5.2%
2	99	5.0%
3	93	4.7%
4	95	4.8%
5	59	2.9%
6	95	4.8%
7	119	5.9%
8	89	4.5%
9	112	5.6%

Value	Count	Frequency (%)
20	110	5.5%
19	83	4.2%
18	82	4.1%
17	99	5.0%
16	88	4.4%
15	92	4.6%
14	104	5.2%
13	85	4.2%
12	90	4.5%
11	79	4.0%

px_height
Real number (ℝ)

Distinct	1137
Distinct (%)	56.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	645.108

Minimum	0
Maximum	1960
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	70.95
Q1	282.75
median	564
Q3	947.25
95-th percentile	1485.05
Maximum	1960
Range	1960
Interquartile range (IQR)	664.5

Descriptive statistics

Standard deviation	443.78081
Coefficient of variation (CV)	0.68791708
Kurtosis	-0.31586549
Mean	645.108
Median Absolute Deviation (MAD)	318
Skewness	0.66627126
Sum	1290216
Variance	196941.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
347	7	0.4%
179	6	0.3%
371	6	0.3%
275	6	0.3%
674	5	0.2%
286	5	0.2%
42	5	0.2%
211	5	0.2%
649	5	0.2%
398	5	0.2%
Other values (1127)	1945	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	1	0.1%
2	1	0.1%
3	2	0.1%
4	3	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	2	0.1%
9	1	0.1%

Value	Count	Frequency (%)
1960	1	0.1%
1949	1	0.1%
1920	1	0.1%
1914	1	0.1%
1901	1	0.1%
1899	1	0.1%
1895	1	0.1%
1878	1	0.1%
1874	1	0.1%
1869	1	0.1%

px_width
Real number (ℝ)

Distinct	1109
Distinct (%)	55.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1251.5155

Minimum	500
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	500
5-th percentile	579.85
Q1	874.75
median	1247
Q3	1633
95-th percentile	1929.05
Maximum	1998
Range	1498
Interquartile range (IQR)	758.25

Descriptive statistics

Standard deviation	432.19945
Coefficient of variation (CV)	0.34534087
Kurtosis	-1.1860052
Mean	1251.5155
Median Absolute Deviation (MAD)	376
Skewness	0.014787474
Sum	2503031
Variance	186796.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
874	7	0.4%
1247	7	0.4%
1383	6	0.3%
1463	6	0.3%
1469	6	0.3%
1393	5	0.2%
1781	5	0.2%
1767	5	0.2%
1923	5	0.2%
1429	5	0.2%
Other values (1099)	1943	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	2	0.1%
501	2	0.1%
503	1	0.1%
506	1	0.1%
507	4	0.2%
508	1	0.1%
509	2	0.1%
510	3	0.1%
511	2	0.1%
512	2	0.1%

Value	Count	Frequency (%)
1998	1	0.1%
1997	1	0.1%
1996	1	0.1%
1995	3	0.1%
1994	2	0.1%
1992	1	0.1%
1991	1	0.1%
1990	1	0.1%
1989	3	0.1%
1988	5	0.2%

ram
Real number (ℝ)

HIGH CORRELATION

Distinct	1562
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2124.213

Minimum	256
Maximum	3998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	256
5-th percentile	445
Q1	1207.5
median	2146.5
Q3	3064.5
95-th percentile	3826.35
Maximum	3998
Range	3742
Interquartile range (IQR)	1857

Descriptive statistics

Standard deviation	1084.732
Coefficient of variation (CV)	0.51065126
Kurtosis	-1.1919131
Mean	2124.213
Median Absolute Deviation (MAD)	932.5
Skewness	0.0066280354
Sum	4248426
Variance	1176643.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1464	4	0.2%
3142	4	0.2%
2610	4	0.2%
2227	4	0.2%
1229	4	0.2%
3654	3	0.1%
1277	3	0.1%
1050	3	0.1%
2775	3	0.1%
2674	3	0.1%
Other values (1552)	1965	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
256	1	0.1%
258	2	0.1%
259	1	0.1%
262	1	0.1%
263	1	0.1%
265	1	0.1%
267	1	0.1%
273	1	0.1%
277	1	0.1%
278	2	0.1%

Value	Count	Frequency (%)
3998	1	0.1%
3996	1	0.1%
3993	1	0.1%
3991	2	0.1%
3990	1	0.1%
3984	1	0.1%
3978	1	0.1%
3971	1	0.1%
3970	2	0.1%
3969	1	0.1%

sc_h
Real number (ℝ)

Distinct	15
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.3065

Minimum	5
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	5
5-th percentile	6
Q1	9
median	12
Q3	16
95-th percentile	19
Maximum	19
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.213245
Coefficient of variation (CV)	0.34235932
Kurtosis	-1.1907912
Mean	12.3065
Median Absolute Deviation (MAD)	4
Skewness	-0.098884241
Sum	24613
Variance	17.751433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
17	193	9.7%
12	157	7.8%
7	151	7.5%
16	143	7.1%
14	143	7.1%
15	135	6.8%
13	131	6.6%
11	126	6.3%
10	125	6.2%
9	124	6.2%
Other values (5)	572	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	97	4.9%
6	114	5.7%
7	151	7.5%
8	117	5.9%
9	124	6.2%
10	125	6.2%
11	126	6.3%
12	157	7.8%
13	131	6.6%
14	143	7.1%

Value	Count	Frequency (%)
19	124	6.2%
18	120	6.0%
17	193	9.7%
16	143	7.1%
15	135	6.8%
14	143	7.1%
13	131	6.6%
12	157	7.8%
11	126	6.3%
10	125	6.2%

sc_w
Real number (ℝ)

ZEROS

Distinct	19
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.767

Minimum	0
Maximum	18
Zeros	180
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	14
Maximum	18
Range	18
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.3563976
Coefficient of variation (CV)	0.75540101
Kurtosis	-0.38952279
Mean	5.767
Median Absolute Deviation (MAD)	3
Skewness	0.63378707
Sum	11534
Variance	18.9782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	210	10.5%
3	199	10.0%
4	182	9.1%
0	180	9.0%
5	161	8.1%
2	156	7.8%
7	132	6.6%
6	130	6.5%
8	125	6.2%
10	107	5.3%
Other values (9)	418	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	180	9.0%
1	210	10.5%
2	156	7.8%
3	199	10.0%
4	182	9.1%
5	161	8.1%
6	130	6.5%
7	132	6.6%
8	125	6.2%
9	97	4.9%

Value	Count	Frequency (%)
18	8	0.4%
17	19	0.9%
16	29	1.5%
15	31	1.6%
14	33	1.7%
13	49	2.5%
12	68	3.4%
11	84	4.2%
10	107	5.3%
9	97	4.9%

talk_time
Real number (ℝ)

Distinct	19
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.011

Minimum	2
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	6
median	11
Q3	16
95-th percentile	20
Maximum	20
Range	18
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.4639552
Coefficient of variation (CV)	0.49622697
Kurtosis	-1.218591
Mean	11.011
Median Absolute Deviation (MAD)	5
Skewness	0.0095117622
Sum	22022
Variance	29.854806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
7	124	6.2%
4	123	6.2%
16	116	5.8%
15	115	5.8%
19	113	5.7%
6	111	5.5%
10	105	5.2%
8	104	5.2%
11	103	5.1%
20	102	5.1%
Other values (9)	884	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	99	5.0%
3	94	4.7%
4	123	6.2%
5	93	4.7%
6	111	5.5%
7	124	6.2%
8	104	5.2%
9	100	5.0%
10	105	5.2%
11	103	5.1%

Value	Count	Frequency (%)
20	102	5.1%
19	113	5.7%
18	100	5.0%
17	98	4.9%
16	116	5.8%
15	115	5.8%
14	101	5.1%
13	100	5.0%
12	99	5.0%
11	103	5.1%

three_g
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1523
0	477

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

Most occurring characters

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1523	76.1%
0	477	23.8%

touch_screen
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1006
0	994

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

Most occurring characters

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1006	50.3%
0	994	49.7%

wifi
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1014
0	986

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

Most occurring characters

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1014	50.7%
0	986	49.3%

price_range
Categorical

HIGH CORRELATION UNIFORM

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	500
2	500
3	500
0	500

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Most occurring characters

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	500	25.0%
2	500	25.0%
3	500	25.0%
0	500	25.0%

Auto

Heatmap
Table

	battery_power	blue	clock_speed	dual_sim	fc	four_g	int_memory	m_dep	mobile_wt	n_cores	pc	price_range	px_height	px_width	ram	sc_h	sc_w	talk_time	three_g	touch_screen	wifi
battery_power	1.000	0.034	0.009	0.053	0.035	0.000	-0.004	0.033	0.002	-0.030	0.031	0.128	0.009	-0.009	-0.001	-0.029	-0.027	0.053	0.000	0.000	0.000
blue	0.034	1.000	0.017	0.026	0.001	0.000	0.041	0.003	-0.008	0.036	-0.009	0.000	-0.004	-0.041	0.026	-0.003	0.008	0.014	0.019	0.000	0.000
clock_speed	0.009	0.017	1.000	0.022	-0.005	0.046	0.005	-0.015	0.011	-0.008	-0.006	0.000	-0.013	-0.009	0.004	-0.030	-0.015	-0.013	0.037	0.034	0.000
dual_sim	0.053	0.026	0.022	1.000	-0.038	0.000	-0.016	-0.021	-0.009	-0.025	-0.018	0.000	-0.018	0.014	0.041	-0.013	-0.022	-0.039	0.000	0.000	0.000
fc	0.035	0.001	-0.005	-0.038	1.000	0.038	-0.027	0.013	0.027	-0.016	0.659	0.000	-0.021	-0.009	0.020	-0.010	-0.001	-0.001	0.000	0.046	0.049
four_g	0.000	0.000	0.046	0.000	0.038	1.000	0.008	-0.000	-0.016	-0.030	-0.006	0.009	-0.023	0.008	0.007	0.027	0.035	-0.047	0.583	0.000	0.000
int_memory	-0.004	0.041	0.005	-0.016	-0.027	0.008	1.000	0.007	-0.034	-0.028	-0.033	0.040	-0.002	-0.009	0.033	0.040	0.016	-0.002	0.028	0.022	0.010
m_dep	0.033	0.003	-0.015	-0.021	0.013	-0.000	0.007	1.000	0.022	-0.005	0.028	0.017	0.026	0.023	-0.010	-0.024	-0.019	0.017	0.000	0.068	0.016
mobile_wt	0.002	-0.008	0.011	-0.009	0.027	-0.016	-0.034	0.022	1.000	-0.019	0.019	0.027	0.011	0.001	-0.003	-0.034	-0.019	0.006	0.000	0.000	0.000
n_cores	-0.030	0.036	-0.008	-0.025	-0.016	-0.030	-0.028	-0.005	-0.019	1.000	-0.002	0.000	-0.005	0.024	0.005	0.001	0.029	0.013	0.022	0.000	0.000
pc	0.031	-0.009	-0.006	-0.018	0.659	-0.006	-0.033	0.028	0.019	-0.002	1.000	0.029	-0.015	0.003	0.029	0.005	-0.035	0.014	0.000	0.033	0.000
price_range	0.128	0.000	0.000	0.000	0.000	0.009	0.040	0.017	0.027	0.000	0.029	1.000	0.132	0.165	0.917	0.024	0.025	0.022	0.000	0.021	0.000
px_height	0.009	-0.004	-0.013	-0.018	-0.021	-0.023	-0.002	0.026	0.011	-0.005	-0.015	0.132	1.000	0.468	-0.031	0.054	0.029	-0.010	0.025	0.000	0.063
px_width	-0.009	-0.041	-0.009	0.014	-0.009	0.008	-0.009	0.023	0.001	0.024	0.003	0.165	0.468	1.000	0.003	0.023	0.025	0.007	0.000	0.000	0.037
ram	-0.001	0.026	0.004	0.041	0.020	0.007	0.033	-0.010	-0.003	0.005	0.029	0.917	-0.031	0.003	1.000	0.016	0.026	0.012	0.043	0.000	0.000
sc_h	-0.029	-0.003	-0.030	-0.013	-0.010	0.027	0.040	-0.024	-0.034	0.001	0.005	0.024	0.054	0.023	0.016	1.000	0.470	-0.018	0.022	0.009	0.070
sc_w	-0.027	0.008	-0.015	-0.022	-0.001	0.035	0.016	-0.019	-0.019	0.029	-0.035	0.025	0.029	0.025	0.026	0.470	1.000	-0.022	0.047	0.000	0.000
talk_time	0.053	0.014	-0.013	-0.039	-0.001	-0.047	-0.002	0.017	0.006	0.013	0.014	0.022	-0.010	0.007	0.012	-0.018	-0.022	1.000	0.036	0.050	0.000
three_g	0.000	0.019	0.037	0.000	0.000	0.583	0.028	0.000	0.000	0.022	0.000	0.000	0.025	0.000	0.043	0.022	0.047	0.036	1.000	0.000	0.000
touch_screen	0.000	0.000	0.034	0.000	0.046	0.000	0.022	0.068	0.000	0.000	0.033	0.021	0.000	0.000	0.000	0.009	0.000	0.050	0.000	1.000	0.000
wifi	0.000	0.000	0.000	0.000	0.049	0.000	0.010	0.016	0.000	0.000	0.000	0.000	0.063	0.037	0.000	0.070	0.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	battery_power	blue	clock_speed	dual_sim	fc	four_g	int_memory	m_dep	mobile_wt	n_cores	pc	px_height	px_width	ram	sc_h	sc_w	talk_time	three_g	touch_screen	wifi	price_range
0	842	0	2.2	0	1	0	7	0.6	188	2	2	20	756	2549	9	7	19	0	0	1	1
1	1021	1	0.5	1	0	1	53	0.7	136	3	6	905	1988	2631	17	3	7	1	1	0	2
2	563	1	0.5	1	2	1	41	0.9	145	5	6	1263	1716	2603	11	2	9	1	1	0	2
3	615	1	2.5	0	0	0	10	0.8	131	6	9	1216	1786	2769	16	8	11	1	0	0	2
4	1821	1	1.2	0	13	1	44	0.6	141	2	14	1208	1212	1411	8	2	15	1	1	0	1
5	1859	0	0.5	1	3	0	22	0.7	164	1	7	1004	1654	1067	17	1	10	1	0	0	1
6	1821	0	1.7	0	4	1	10	0.8	139	8	10	381	1018	3220	13	8	18	1	0	1	3
7	1954	0	0.5	1	0	0	24	0.8	187	4	0	512	1149	700	16	3	5	1	1	1	0
8	1445	1	0.5	0	0	0	53	0.7	174	7	14	386	836	1099	17	1	20	1	0	0	0
9	509	1	0.6	1	2	1	9	0.1	93	5	15	1137	1224	513	19	10	12	1	0	0	0

	battery_power	blue	clock_speed	dual_sim	fc	four_g	int_memory	m_dep	mobile_wt	n_cores	pc	px_height	px_width	ram	sc_h	sc_w	talk_time	three_g	touch_screen	wifi	price_range
1990	1617	1	2.4	0	8	1	36	0.8	85	1	9	743	1426	296	5	3	7	1	0	0	0
1991	1882	0	2.0	0	11	1	44	0.8	113	8	19	4	743	3579	19	8	20	1	1	0	3
1992	674	1	2.9	1	1	0	21	0.2	198	3	4	576	1809	1180	6	3	4	1	1	1	0
1993	1467	1	0.5	0	0	0	18	0.6	122	5	0	888	1099	3962	15	11	5	1	1	1	3
1994	858	0	2.2	0	1	0	50	0.1	84	1	2	528	1416	3978	17	16	3	1	1	0	3
1995	794	1	0.5	1	0	1	2	0.8	106	6	14	1222	1890	668	13	4	19	1	1	0	0
1996	1965	1	2.6	1	0	0	39	0.2	187	4	3	915	1965	2032	11	10	16	1	1	1	2
1997	1911	0	0.9	1	1	1	36	0.7	108	8	3	868	1632	3057	9	1	5	1	1	0	3
1998	1512	0	0.9	0	4	1	46	0.1	145	5	5	336	670	869	18	10	19	1	1	1	0
1999	510	1	2.0	1	5	1	45	0.9	168	6	16	483	754	3919	19	4	2	1	1	1	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII